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Fixes #409 ## Changes ### agent.py - Replace singleton `google_search` with explicit `GoogleSearchTool(bypass_multi_tools_limit=True)` to enable compatibility with nested agent setups (ADK limitation workaround) - Update SearchAgent instruction to be clearer about how the built-in search works (it's automatic, not a callable function) ### tools.py - Add validation for common LLM hallucination patterns (e.g., `_v0` version numbers) - Add fallback logic when artifact loading fails: 1. Try corrected filename if version 0 detected 2. Look up known artifact versions in session state 3. Fall back to last generated rendering - Improve error messages to show available artifacts ## Root Cause Analysis 1. **google_search not found**: The LLM was trying to call 'google_search' as a function, but GoogleSearchTool is a Gemini built-in capability that works automatically. Using `bypass_multi_tools_limit=True` and clearer instructions resolves the confusion. 2. **Artifact not found**: The LLM sometimes hallucinated incorrect filenames (e.g., `_v0.png` instead of `_v1.png`). Added robust fallback logic to recover gracefully.